Too close to call (again): A "fundamentals" look at the US presidential election

Here a few days before the 2016 US presidential election I have updated my own little model (which I call "Bread & The Cost of Ruling") with the most recent data.  My model--which I have developed over the last four elections and which is inspired by somewhat different, but also slightly similar, models by Douglas Hibbs, Michael Lewis-Beck, Ray Fair and Alan Abramowitz--relies on three elements for the explanation of the two-party vote share of the incumbent party's presidential candidate:
  1. Economic growth: Developments in real disposable income since the previous midterm election (presumed to be positive for the candidate); 
  2. "The cost of ruling": A composite measure balancing a) the number of terms a party has held the presidency (presumed to be negative), but also considering b) whether the candidate is an incumbent (presumed to be positive);
  3. Presidential approval: The incumbent president's positive approval ratings (presumed to be positive).
Applying the model (through simple OLS-regression analysis) to data for the 16 presidential elections 1952-2012 we get this statistical model:
  • Constant: 40.22
  • Economic Growth: 1.95
  • Cost of Ruling: -1.52
  • Presidential approval: 0.12

The explanatory power of the three variables together is quite strong, explaining 87% of the variation in the two-party vote 1952-2012.

In particular, there is the familiar picture of economic conditions playing a large role--here the correlation between economic growth and incumbent party's share of two-party vote when controlling for other factors:

Plugging in the relevant data for 2016 (3.3 pct. average quarterly growth up to and including 2Q of 2016, given that we do not yet know 3Q; 51.3% approval rating for Obama, using's averages), we get that the Democratic candidate for president (Hillary Clinton) should get ... (drum roll) ...  49.99% of the two-party vote.

Essentially this is as close to a coin toss as possible--although it should be noted that such a use for "prediction" comes with a caveat: In this case the standard error of the estimate (when applied to the 1948-2012 elections) is at 2.28%. 

What this means is that the election--in the eyes of the model--should look so extremely close at the national level (disregarding the issue of the Electoral College votes) that we really cannot say who is going to win.  In fact, we should not be surprised by a relatively narrow win in the national vote (with, say, a 2 pct.point margin) for either of the candidates.

This is not really what the opinion polls, the forecasting models and prediction markets suggest and have suggested all year (namely a relatively clear Clinton victory).  However, it does match the tendency in the last weeks of the presidential campaign for the national polls to tighten rather visibly.

If there was a modern presidential campaign where "the ground game" ("get out the vote"-operations) and voter enthusiasm/lack thereof might play a role, this could very well be it.

If on Tuesday Clinton ends up winning more like the opinion polls suggest than what econometric models such as the present one tends to forecast, then the "credit" might very well go to the Republicans and their candidate.


Did Libertarian candidate Gary Johnson hurt Trump or Clinton the most?

It is frequently assumed--across the ideological spectrum--that the presence of the US Libertarian Party in US elections primarily hurts the Republican Party's candidates.  In a new, little note, published as a working paper, I challenge this view with a simple empirical analysis of 196 published, non-partisan 3- or 4-way polls from the 2016 US Presidential Election (from March 23rd to October 26th 2016).

If the assumption of Johnson costing Trump votes was true, we should see a negative relationship between Johnson's vote shares and Donald Trump's (so that when Johnson does better in a poll, Trump does worse).  However, we should also then expect a positive relationship between Johnson's vote shares and Hillary Clinton's lead against Trump (so what when Johnson does better in a poll, Clinton leads more).

Looking at the data, I do find support for the former hypothesis--thus suggesting that, yes, Johnson does take votes from Trump, although the association is relatively weak.  That is really not surprising, as any "third" candidate is likely to take at least some votes from any of the two major party candidates.  And indeed there is an equally visible negative relationship between Johnson's vote shares and Clinton's.

In other words, while Johnson does seem to cost Trump votes, he does the same for Clinton.  Indeed, loking at the graphs and the relevant correlation coefficients the possible "impact" prima facie seems of comparable size.

However, and more importantly, I do not find support for the latter of the hypotheses above.  There is *no* visible positive association between Johnson's support levels and Clinton's lead.  In other words: Johnson's presence in the race does not hurt Trump more than it hurts Clinton.

In fact, there are indications (when controlling for time, etc.) that Johnson's level of support is negatively related to Clinton's lead--thus suggesting that he primarily has taken votes from her and thus indirectly benefited Trump.


Leave or remain? Polls & probabilities on UK referendum

Where to look for information on the UK referendum on EU on the 23rd of June?  Don't look at individual polls--look at "polls of polls" (averages, weighted or not) or prediction markets (bookmakers, futures markets, etc.).

Here they are:

More odds here.

Update: Good Danish piece by Sebastian Barfort on polls vs. betting markets, etc.


Social choice and the 2016 US presidential election

Marquis de Condorcet

This is one of those "seasons" of the US political cycle, where I follow US opinion polls very closely, and I noticed a funny, little odd thing looking at some of the polls--specifically the polling averages (General Election head-to-head match-up polls & national party primary polls of Democrats and Republicans) and a single head-to-head match-up primary poll (with Cruz v. Trump and Rubio v. Trump, NBCNews/WSJ) not included in those averages.

On the day of the Iowa Caucus I wrote a hasty little research note on the topic, which you can download here.

But here is the gist of it, where > means "beats":

  • Clinton > Trump
  • Clinton > Sanders
  • Cruz > Clinton
  • Rubio > Clinton
  • Rubio > Sanders
  • Sanders > Cruz
  • Sanders > Trump
  • Trump > Cruz
  • Trump > Rubio

If that is correct (and we are disregarding the question of the confidence intervals of the polls), then we would seem to have three possible "cyclical majorities" (of a sort) involving all five leading contenders for the nomination of the two parties:
  • Sanders > Trump > Rubio > Sanders 
  • Rubio > Clinton > Trump > Rubio 
  • Cruz > Clinton > Sanders > Cruz 

Not Marquis de Condorcet
This is, of course, somewhat speculative and quite counter-factual, given that it is based in different "constituencies" (so to speak).  But it certainly suggests--as in the "Condorcet Paradox"--that no matter which of these five might win the US presidential election in November, there is a non-trivial possibility that that person could be beaten in a pairwise contest by at least one other candidate.


Udvalgte klummer og indlæg 2015

Som tidligere år--20142013 og 2012--kommer her en liste over de af mine debatindlæg, der i det forgangne år har været mest "populære", målt som antal "likes" på Facebook.  Jeg har i det forgangne år skrevet mellem 50 og 100 indlæg, og her er de 20 "mest populære":

  1. "Gøglerpartiets nye klæder" (Kurrilds): +5.600
  2. "Jeg, mig, jeg - nytårstale med ego på" (Magt & Marked): 659
  3. "Hvem vogter vogterne?" (Kurrilds):  302
  4. "Og jeg mener det altså!" (Groft Sagt): 244
  5. "Venstre imod boligejerne" (Magt & Marked): 221
  6. "Den elitære Goliath" (Magt & Marked):  : 205
  7. "Uvidende vælgere" (Kurrilds): 151
  8. "Det vil ske igen--men hvad gør vi?" (Magt & Marked):  130
  9. "Det er absolut sidste chance før verdens undergang - igen-igen" (Magt & Marked): 123
  10. "Trumps kandidatur skal ikke tages alvorligt" (Magt & Marked): 115
  11. "Lovgivende og udøvende" (Kurrilds):  112
  12. "Hvis folketingsvalget for alvor går galt ..." (Magt & Marked):  109
  13. "Spejlet på væggen" (Kurrilds):  108
  14. "Partilederpopularitet afgør ikke blokkenes styrke" (Magt & Marked): 90
  15. "Ridefogederne" (Groft Sagt):  90
  16. "Rygradsskade" (Groft Sagt): 89
  17. "Nej, ikke et jordskredsvalg" (Kurrilds): 86
  18. "Giv knivloven kniven" (Kurrilds): 84
  19. "Skattestop og mistillid" (Kurrilds): 82
  20. "Zenia Stampe, 'Godwins Lov' og migrationskrisen" (Magt & Marked): 82
  21. "Ulighed og